smartcore VS cargo-release

Today we have released version 0.3 of smartcore: a comprehensive library for machine learning and numerical computing. The library provides a set of tools for linear algebra, numerical computing, optimization, and enables a generic, powerful yet still efficient approach to machine learning.

we are approaching version 0.3 for our library, that is the minimal Wasi-first version we are going to publish. Some last minute obstacles on generating random numbers: try to disentangle range generators usage so we can have a default feature with fewer external dependencies and wasm32/wasi-ready.

we are developing a ML practitioner-friendly library to help learn Rust mimicking the sklearn API: Smartcore. You can see some examples in these notebooks.

Check out smartcore and linfa. At work I was badly in need of an NMF function similar to MATLAB's one these days but not enough time to write one myself. If you're good at math and machine learning, this sounds like a task you could try tackling.

My problem with maintaining a changelog during development is it can serve as a source of merge conflicts. Instead, I follow Covnentional Commit style and manually write my changelog entries based on the commits. I have a tool [0] that can show me the relevant commits for a package in my repo and automates the entire release process, including doing sanity checks.

I also feel like releasing from CI is hard, especially if you have multiple packages in a repo [1], including

- You can't as easily introspect the process

- You can't as easily recover from failure

- Getting a lot of the nuance right, like handling releases concurrent to merging of PRs, is difficult

- When the workflow is an ever-present "release PR" that you merge when ready has issues with selecting which packages to release and at what version

I have been considering making a tool to generate changelogs from fragments. Been keeping notes at https://github.com/epage/epage.github.io/issues/23

[0]: https://github.com/crate-ci/cargo-release

[1]: https://github.com/MarcoIeni/release-plz/discussions/1019

You should combine step 1 and 2 with CI. Just tag a version in your git, push to remote and have CI auto build a release for you.

Use github actions or other setup for other backends.

Or go nuts with cargo-release.

https://github.com/crate-ci/cargo-release

https://github.com/cargo-bins/release-pr

tools like cargo-release

Just to check, are you aware of cargo-edit's cargo-set-version or cargo-release?

I released my first crate that provides a derive macro to easily obtain a name of a current variant in an enum as a string. I did it mostly to learn about procedural macros and the process of releasing a crate. I then found out there is strum which does this and much more. Nonetheless, I learned a lot and I found couple of nice tools like ```cargo-release and git-cliff.

I'll note there is an issue in the cargo-release repo where this kind of workflow is wanted. https://github.com/crate-ci/cargo-release/issues/119

cargo-release is on about the same level of features used

cargo-release automates the release process for your crate. For example, with clap, all I do is add entries to the CHANGELOG and run cargo release patch and cargo-release takes care of updating files, publishing to crates.io, tagging, and pushing.

Yes, developers from all three tools were sharing ideas with each other recently